Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 3,816 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 540.5 KiB |
| Average record size in memory | 145.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 3 |
| Boolean | 1 |
oid is uniformly distributed | Uniform |
Revenue is uniformly distributed | Uniform |
oid has unique values | Unique |
Administrative has 1597 (41.9%) zeros | Zeros |
Administrative_Duration has 1629 (42.7%) zeros | Zeros |
Informational has 2925 (76.7%) zeros | Zeros |
Informational_Duration has 2980 (78.1%) zeros | Zeros |
ProductRelated_Duration has 164 (4.3%) zeros | Zeros |
BounceRates has 2074 (54.4%) zeros | Zeros |
PageValues has 2171 (56.9%) zeros | Zeros |
SpecialDay has 3655 (95.8%) zeros | Zeros |
Reproduction
| Analysis started | 2021-01-15 09:27:03.398455 |
|---|---|
| Analysis finished | 2021-01-15 09:27:44.079617 |
| Duration | 40.68 seconds |
| Software version | pandas-profiling v2.10.0 |
| Download configuration | config.yaml |
| Distinct | 3816 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1908.5 |
|---|---|
| Minimum | 1 |
| Maximum | 3816 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 191.75 |
| Q1 | 954.75 |
| median | 1908.5 |
| Q3 | 2862.25 |
| 95-th percentile | 3625.25 |
| Maximum | 3816 |
| Range | 3815 |
| Interquartile range (IQR) | 1907.5 |
Descriptive statistics
| Standard deviation | 1101.728642 |
|---|---|
| Coefficient of variation (CV) | 0.5772746354 |
| Kurtosis | -1.2 |
| Mean | 1908.5 |
| Median Absolute Deviation (MAD) | 954 |
| Skewness | 0 |
| Sum | 7282836 |
| Variance | 1213806 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2049 | 1 | < 0.1% |
| 1282 | 1 | < 0.1% |
| 1258 | 1 | < 0.1% |
| 3307 | 1 | < 0.1% |
| 1262 | 1 | < 0.1% |
| 3311 | 1 | < 0.1% |
| 1266 | 1 | < 0.1% |
| 3315 | 1 | < 0.1% |
| 1270 | 1 | < 0.1% |
| 3319 | 1 | < 0.1% |
| Other values (3806) | 3806 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 |
| Value | Count | Frequency (%) |
| 3816 | 1 | |
| 3815 | 1 | |
| 3814 | 1 | |
| 3813 | 1 | |
| 3812 | 1 |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.491614256 |
|---|---|
| Minimum | 0 |
| Maximum | 26 |
| Zeros | 1597 |
| Zeros (%) | 41.9% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.342005255 |
|---|---|
| Coefficient of variation (CV) | 1.341301226 |
| Kurtosis | 4.08288512 |
| Mean | 2.491614256 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.833646261 |
| Sum | 9508 |
| Variance | 11.16899912 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1597 | |
| 1 | 468 | 12.3% |
| 2 | 384 | 10.1% |
| 3 | 313 | 8.2% |
| 4 | 253 | 6.6% |
| 5 | 191 | 5.0% |
| 6 | 155 | 4.1% |
| 7 | 99 | 2.6% |
| 8 | 97 | 2.5% |
| 9 | 81 | 2.1% |
| Other values (14) | 178 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 1597 | |
| 1 | 468 | 12.3% |
| 2 | 384 | 10.1% |
| 3 | 313 | 8.2% |
| 4 | 253 | 6.6% |
| Value | Count | Frequency (%) |
| 26 | 1 | |
| 24 | 1 | |
| 22 | 2 | |
| 20 | 1 | |
| 19 | 1 |
| Distinct | 1368 |
|---|---|
| Distinct (%) | 35.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.6292458 |
|---|---|
| Minimum | -1 |
| Maximum | 2086.75 |
| Zeros | 1629 |
| Zeros (%) | 42.7% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 18 |
| Q3 | 100.4541667 |
| 95-th percentile | 390.7 |
| Maximum | 2086.75 |
| Range | 2087.75 |
| Interquartile range (IQR) | 100.4541667 |
Descriptive statistics
| Standard deviation | 182.5820165 |
|---|---|
| Coefficient of variation (CV) | 2.037080809 |
| Kurtosis | 27.79732972 |
| Mean | 89.6292458 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 4.477995069 |
| Sum | 342025.202 |
| Variance | 33336.19275 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1629 | |
| -1 | 23 | 0.6% |
| 7 | 18 | 0.5% |
| 9 | 18 | 0.5% |
| 4 | 17 | 0.4% |
| 14 | 16 | 0.4% |
| 15 | 14 | 0.4% |
| 6 | 14 | 0.4% |
| 21 | 12 | 0.3% |
| 11 | 12 | 0.3% |
| Other values (1358) | 2043 |
| Value | Count | Frequency (%) |
| -1 | 23 | 0.6% |
| 0 | 1629 | |
| 1.333333333 | 1 | < 0.1% |
| 2 | 3 | 0.1% |
| 3 | 12 | 0.3% |
| Value | Count | Frequency (%) |
| 2086.75 | 1 | |
| 2047.234848 | 1 | |
| 1668.5 | 1 | |
| 1660.3 | 1 | |
| 1640.590909 | 1 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5545073375 |
|---|---|
| Minimum | 0 |
| Maximum | 16 |
| Zeros | 2925 |
| Zeros (%) | 76.7% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.328650166 |
|---|---|
| Coefficient of variation (CV) | 2.396091226 |
| Kurtosis | 19.08982013 |
| Mean | 0.5545073375 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.640271619 |
| Sum | 2116 |
| Variance | 1.765311264 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2925 | |
| 1 | 370 | 9.7% |
| 2 | 213 | 5.6% |
| 3 | 135 | 3.5% |
| 4 | 79 | 2.1% |
| 5 | 41 | 1.1% |
| 6 | 28 | 0.7% |
| 7 | 8 | 0.2% |
| 9 | 6 | 0.2% |
| 8 | 4 | 0.1% |
| Other values (4) | 7 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 2925 | |
| 1 | 370 | 9.7% |
| 2 | 213 | 5.6% |
| 3 | 135 | 3.5% |
| 4 | 79 | 2.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 2 | 0.1% |
| 10 | 3 | |
| 9 | 6 |
| Distinct | 552 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.23282744 |
|---|---|
| Minimum | -1 |
| Maximum | 1767.666667 |
| Zeros | 2980 |
| Zeros (%) | 78.1% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 243 |
| Maximum | 1767.666667 |
| Range | 1768.666667 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 143.7699803 |
|---|---|
| Coefficient of variation (CV) | 3.573449579 |
| Kurtosis | 44.88943584 |
| Mean | 40.23282744 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.991777064 |
| Sum | 153528.4695 |
| Variance | 20669.80722 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2980 | |
| -1 | 23 | 0.6% |
| 9 | 16 | 0.4% |
| 16 | 11 | 0.3% |
| 7 | 8 | 0.2% |
| 26 | 7 | 0.2% |
| 6 | 7 | 0.2% |
| 18 | 7 | 0.2% |
| 41 | 6 | 0.2% |
| 3 | 6 | 0.2% |
| Other values (542) | 745 | 19.5% |
| Value | Count | Frequency (%) |
| -1 | 23 | 0.6% |
| 0 | 2980 | |
| 1 | 1 | < 0.1% |
| 2 | 5 | 0.1% |
| 3 | 6 | 0.2% |
| Value | Count | Frequency (%) |
| 1767.666667 | 1 | |
| 1665.066667 | 1 | |
| 1652 | 1 | |
| 1636 | 1 | |
| 1488 | 1 |
ProductRelated
Real number (ℝ≥0)
| Distinct | 229 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.04114256 |
|---|---|
| Minimum | 0 |
| Maximum | 534 |
| Zeros | 9 |
| Zeros (%) | 0.2% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 19 |
| Q3 | 38 |
| 95-th percentile | 116 |
| Maximum | 534 |
| Range | 534 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 46.63069976 |
|---|---|
| Coefficient of variation (CV) | 1.411291988 |
| Kurtosis | 24.45528183 |
| Mean | 33.04114256 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 4.067289403 |
| Sum | 126085 |
| Variance | 2174.42216 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 168 | 4.4% |
| 2 | 134 | 3.5% |
| 3 | 134 | 3.5% |
| 7 | 123 | 3.2% |
| 8 | 122 | 3.2% |
| 6 | 112 | 2.9% |
| 5 | 106 | 2.8% |
| 12 | 104 | 2.7% |
| 10 | 102 | 2.7% |
| 13 | 99 | 2.6% |
| Other values (219) | 2612 |
| Value | Count | Frequency (%) |
| 0 | 9 | 0.2% |
| 1 | 168 | |
| 2 | 134 | |
| 3 | 134 | |
| 4 | 99 |
| Value | Count | Frequency (%) |
| 534 | 1 | |
| 517 | 1 | |
| 501 | 1 | |
| 470 | 1 | |
| 439 | 1 |
| Distinct | 3276 |
|---|---|
| Distinct (%) | 85.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1297.951396 |
|---|---|
| Minimum | -1 |
| Maximum | 27009.85943 |
| Zeros | 164 |
| Zeros (%) | 4.3% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4.75 |
| Q1 | 242.7083334 |
| median | 686.3611111 |
| Q3 | 1524.972248 |
| 95-th percentile | 4816.25723 |
| Maximum | 27009.85943 |
| Range | 27010.85943 |
| Interquartile range (IQR) | 1282.263914 |
Descriptive statistics
| Standard deviation | 1888.82047 |
|---|---|
| Coefficient of variation (CV) | 1.455232049 |
| Kurtosis | 25.41468162 |
| Mean | 1297.951396 |
| Median Absolute Deviation (MAD) | 543.3833335 |
| Skewness | 3.943345199 |
| Sum | 4952982.528 |
| Variance | 3567642.767 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 164 | 4.3% |
| -1 | 23 | 0.6% |
| 22 | 7 | 0.2% |
| 8 | 7 | 0.2% |
| 36 | 6 | 0.2% |
| 13 | 6 | 0.2% |
| 5 | 6 | 0.2% |
| 19 | 6 | 0.2% |
| 50 | 6 | 0.2% |
| 59 | 5 | 0.1% |
| Other values (3266) | 3580 |
| Value | Count | Frequency (%) |
| -1 | 23 | 0.6% |
| 0 | 164 | |
| 1 | 1 | < 0.1% |
| 2.666666667 | 1 | < 0.1% |
| 4 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 27009.85943 | 1 | |
| 21672.24425 | 1 | |
| 18504.12621 | 1 | |
| 17550.58486 | 1 | |
| 14568.16201 | 1 |
| Distinct | 668 |
|---|---|
| Distinct (%) | 17.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01561189347 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2 |
| Zeros | 2074 |
| Zeros (%) | 54.4% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.009090909 |
| 95-th percentile | 0.1 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.009090909 |
Descriptive statistics
| Standard deviation | 0.04259113285 |
|---|---|
| Coefficient of variation (CV) | 2.728120899 |
| Kurtosis | 12.94058962 |
| Mean | 0.01561189347 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.717050805 |
| Sum | 59.57498548 |
| Variance | 0.001814004598 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 0.2 | 169 | 4.4% |
| 0.028571429 | 38 | 1.0% |
| 0.014285714 | 28 | 0.7% |
| 0.016666667 | 26 | 0.7% |
| 0.05 | 26 | 0.7% |
| 0.025 | 25 | 0.7% |
| 0.02 | 25 | 0.7% |
| 0.033333333 | 24 | 0.6% |
| 0.1 | 22 | 0.6% |
| Other values (658) | 1359 |
| Value | Count | Frequency (%) |
| 0 | 2074 | |
| 3.94 × 105 | 1 | < 0.1% |
| 7.27 × 105 | 1 | < 0.1% |
| 7.5 × 105 | 1 | < 0.1% |
| 8.01 × 105 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.2 | 169 | |
| 0.161904762 | 1 | < 0.1% |
| 0.155555556 | 1 | < 0.1% |
| 0.15 | 2 | 0.1% |
| 0.146666667 | 1 | < 0.1% |
ExitRates
Real number (ℝ≥0)
| Distinct | 1661 |
|---|---|
| Distinct (%) | 43.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03487215642 |
|---|---|
| Minimum | 0 |
| Maximum | 0.2 |
| Zeros | 34 |
| Zeros (%) | 0.9% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.003636364 |
| Q1 | 0.011111111 |
| median | 0.02 |
| Q3 | 0.0375 |
| 95-th percentile | 0.15 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.026388889 |
Descriptive statistics
| Standard deviation | 0.04378809673 |
|---|---|
| Coefficient of variation (CV) | 1.255675049 |
| Kurtosis | 6.894093217 |
| Mean | 0.03487215642 |
| Median Absolute Deviation (MAD) | 0.010909091 |
| Skewness | 2.662592886 |
| Sum | 133.0721489 |
| Variance | 0.001917397415 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 171 | 4.5% |
| 0.066666667 | 93 | 2.4% |
| 0.033333333 | 91 | 2.4% |
| 0.05 | 91 | 2.4% |
| 0.1 | 90 | 2.4% |
| 0.025 | 82 | 2.1% |
| 0.016666667 | 72 | 1.9% |
| 0.04 | 66 | 1.7% |
| 0.028571429 | 65 | 1.7% |
| 0.02 | 63 | 1.7% |
| Other values (1651) | 2932 |
| Value | Count | Frequency (%) |
| 0 | 34 | |
| 0.000175593 | 1 | < 0.1% |
| 0.000480769 | 1 | < 0.1% |
| 0.00058651 | 2 | 0.1% |
| 0.000589971 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.2 | 171 | |
| 0.186666667 | 1 | < 0.1% |
| 0.177777778 | 1 | < 0.1% |
| 0.166666667 | 5 | 0.1% |
| 0.1625 | 1 | < 0.1% |
| Distinct | 1625 |
|---|---|
| Distinct (%) | 42.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.13371569 |
|---|---|
| Minimum | 0 |
| Maximum | 361.7637419 |
| Zeros | 2171 |
| Zeros (%) | 56.9% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 17.84507539 |
| 95-th percentile | 63.70765161 |
| Maximum | 361.7637419 |
| Range | 361.7637419 |
| Interquartile range (IQR) | 17.84507539 |
Descriptive statistics
| Standard deviation | 28.40342477 |
|---|---|
| Coefficient of variation (CV) | 2.009621914 |
| Kurtosis | 28.38600624 |
| Mean | 14.13371569 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.156848211 |
| Sum | 53934.25907 |
| Variance | 806.7545388 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2171 | |
| 53.988 | 5 | 0.1% |
| 44.89345937 | 2 | 0.1% |
| 9.0847678 | 2 | 0.1% |
| 59.988 | 2 | 0.1% |
| 12.55885714 | 2 | 0.1% |
| 22.738 | 2 | 0.1% |
| 78.56959864 | 2 | 0.1% |
| 40.4014481 | 2 | 0.1% |
| 16.1585582 | 2 | 0.1% |
| Other values (1615) | 1624 |
| Value | Count | Frequency (%) |
| 0 | 2171 | |
| 0.067049546 | 1 | < 0.1% |
| 0.093546949 | 1 | < 0.1% |
| 0.098621403 | 1 | < 0.1% |
| 0.120699914 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 361.7637419 | 1 | |
| 360.9533839 | 1 | |
| 287.9537928 | 1 | |
| 270.7846931 | 1 | |
| 261.4912857 | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02353249476 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 3655 |
| Zeros (%) | 95.8% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1224549902 |
|---|---|
| Coefficient of variation (CV) | 5.203655264 |
| Kurtosis | 32.57461203 |
| Mean | 0.02353249476 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.639811435 |
| Sum | 89.8 |
| Variance | 0.01499522463 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3655 | |
| 0.6 | 52 | 1.4% |
| 0.4 | 35 | 0.9% |
| 0.8 | 31 | 0.8% |
| 0.2 | 29 | 0.8% |
| 1 | 14 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 3655 | |
| 0.2 | 29 | 0.8% |
| 0.4 | 35 | 0.9% |
| 0.6 | 52 | 1.4% |
| 0.8 | 31 | 0.8% |
| Value | Count | Frequency (%) |
| 1 | 14 | 0.4% |
| 0.8 | 31 | |
| 0.6 | 52 | |
| 0.4 | 35 | |
| 0.2 | 29 |
Month
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.9 KiB |
| Mar | |
|---|---|
| Nov | |
| May | |
| Dec | |
| Feb | 184 |
| Other values (5) |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.007599581 |
| Min length | 3 |
Characters and Unicode
| Total characters | 11477 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Feb |
|---|---|
| 2nd row | Feb |
| 3rd row | Feb |
| 4th row | Feb |
| 5th row | Feb |
| Value | Count | Frequency (%) |
| Mar | 1894 | |
| Nov | 760 | |
| May | 390 | 10.2% |
| Dec | 216 | 5.7% |
| Feb | 184 | 4.8% |
| Oct | 115 | 3.0% |
| Sep | 86 | 2.3% |
| Aug | 76 | 2.0% |
| Jul | 66 | 1.7% |
| June | 29 | 0.8% |
| Value | Count | Frequency (%) |
| mar | 1894 | |
| nov | 760 | |
| may | 390 | 10.2% |
| dec | 216 | 5.7% |
| feb | 184 | 4.8% |
| oct | 115 | 3.0% |
| sep | 86 | 2.3% |
| aug | 76 | 2.0% |
| jul | 66 | 1.7% |
| june | 29 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 2284 | |
| a | 2284 | |
| r | 1894 | |
| N | 760 | 6.6% |
| o | 760 | 6.6% |
| v | 760 | 6.6% |
| e | 515 | 4.5% |
| y | 390 | 3.4% |
| c | 331 | 2.9% |
| D | 216 | 1.9% |
| Other values (12) | 1283 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7661 | |
| Uppercase Letter | 3816 |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 2284 | |
| r | 1894 | |
| o | 760 | 9.9% |
| v | 760 | 9.9% |
| e | 515 | 6.7% |
| y | 390 | 5.1% |
| c | 331 | 4.3% |
| b | 184 | 2.4% |
| u | 171 | 2.2% |
| t | 115 | 1.5% |
| Other values (4) | 257 | 3.4% |
| Value | Count | Frequency (%) |
| M | 2284 | |
| N | 760 | 19.9% |
| D | 216 | 5.7% |
| F | 184 | 4.8% |
| O | 115 | 3.0% |
| J | 95 | 2.5% |
| S | 86 | 2.3% |
| A | 76 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11477 |
Most frequent character per script
| Value | Count | Frequency (%) |
| M | 2284 | |
| a | 2284 | |
| r | 1894 | |
| N | 760 | 6.6% |
| o | 760 | 6.6% |
| v | 760 | 6.6% |
| e | 515 | 4.5% |
| y | 390 | 3.4% |
| c | 331 | 2.9% |
| D | 216 | 1.9% |
| Other values (12) | 1283 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11477 |
Most frequent character per block
| Value | Count | Frequency (%) |
| M | 2284 | |
| a | 2284 | |
| r | 1894 | |
| N | 760 | 6.6% |
| o | 760 | 6.6% |
| v | 760 | 6.6% |
| e | 515 | 4.5% |
| y | 390 | 3.4% |
| c | 331 | 2.9% |
| D | 216 | 1.9% |
| Other values (12) | 1283 |
OperatingSystems
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.084119497 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8536403645 |
|---|---|
| Coefficient of variation (CV) | 0.4095928116 |
| Kurtosis | 10.25073085 |
| Mean | 2.084119497 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9584395 |
| Sum | 7953 |
| Variance | 0.728701872 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 2191 | |
| 1 | 784 | 20.5% |
| 3 | 659 | 17.3% |
| 4 | 159 | 4.2% |
| 8 | 17 | 0.4% |
| 7 | 3 | 0.1% |
| 6 | 2 | 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 784 | 20.5% |
| 2 | 2191 | |
| 3 | 659 | 17.3% |
| 4 | 159 | 4.2% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 17 | 0.4% |
| 7 | 3 | 0.1% |
| 6 | 2 | 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 159 |
Browser
Real number (ℝ≥0)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.361373166 |
|---|---|
| Minimum | 1 |
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.665206854 |
|---|---|
| Coefficient of variation (CV) | 0.7051858124 |
| Kurtosis | 12.60639535 |
| Mean | 2.361373166 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.15000602 |
| Sum | 9011 |
| Variance | 2.772913868 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 2414 | |
| 1 | 766 | 20.1% |
| 4 | 271 | 7.1% |
| 5 | 165 | 4.3% |
| 6 | 59 | 1.5% |
| 10 | 47 | 1.2% |
| 3 | 30 | 0.8% |
| 8 | 29 | 0.8% |
| 13 | 16 | 0.4% |
| 7 | 14 | 0.4% |
| Other values (3) | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 766 | 20.1% |
| 2 | 2414 | |
| 3 | 30 | 0.8% |
| 4 | 271 | 7.1% |
| 5 | 165 | 4.3% |
| Value | Count | Frequency (%) |
| 13 | 16 | 0.4% |
| 12 | 3 | 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 47 | |
| 9 | 1 | < 0.1% |
Region
Real number (ℝ≥0)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.038784067 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.365670817 |
|---|---|
| Coefficient of variation (CV) | 0.7784925698 |
| Kurtosis | -0.03949840542 |
| Mean | 3.038784067 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.039824957 |
| Sum | 11596 |
| Variance | 5.596398416 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1563 | |
| 3 | 709 | |
| 2 | 373 | 9.8% |
| 4 | 334 | 8.8% |
| 6 | 243 | 6.4% |
| 7 | 239 | 6.3% |
| 9 | 135 | 3.5% |
| 8 | 126 | 3.3% |
| 5 | 94 | 2.5% |
| Value | Count | Frequency (%) |
| 1 | 1563 | |
| 2 | 373 | 9.8% |
| 3 | 709 | |
| 4 | 334 | 8.8% |
| 5 | 94 | 2.5% |
| Value | Count | Frequency (%) |
| 9 | 135 | |
| 8 | 126 | |
| 7 | 239 | |
| 6 | 243 | |
| 5 | 94 | 2.5% |
TrafficType
Real number (ℝ≥0)
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.580974843 |
|---|---|
| Minimum | 1 |
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.554075016 |
|---|---|
| Coefficient of variation (CV) | 0.9924881274 |
| Kurtosis | 5.3565105 |
| Mean | 3.580974843 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.217715396 |
| Sum | 13665 |
| Variance | 12.63144922 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1340 | |
| 1 | 910 | |
| 3 | 599 | |
| 10 | 208 | 5.5% |
| 4 | 190 | 5.0% |
| 8 | 161 | 4.2% |
| 6 | 90 | 2.4% |
| 13 | 73 | 1.9% |
| 11 | 66 | 1.7% |
| 5 | 61 | 1.6% |
| Other values (8) | 118 | 3.1% |
| Value | Count | Frequency (%) |
| 1 | 910 | |
| 2 | 1340 | |
| 3 | 599 | |
| 4 | 190 | 5.0% |
| 5 | 61 | 1.6% |
| Value | Count | Frequency (%) |
| 20 | 50 | |
| 19 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 2 | 0.1% |
| 14 | 4 | 0.1% |
VisitorType
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.9 KiB |
| Returning_Visitor | |
|---|---|
| New_Visitor | |
| Other | 16 |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 15.97327044 |
| Min length | 5 |
Characters and Unicode
| Total characters | 60954 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Returning_Visitor |
|---|---|
| 2nd row | Returning_Visitor |
| 3rd row | Returning_Visitor |
| 4th row | Returning_Visitor |
| 5th row | Returning_Visitor |
| Value | Count | Frequency (%) |
| Returning_Visitor | 3179 | |
| New_Visitor | 621 | 16.3% |
| Other | 16 | 0.4% |
| Value | Count | Frequency (%) |
| returning_visitor | 3179 | |
| new_visitor | 621 | 16.3% |
| other | 16 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 10779 | |
| t | 6995 | |
| r | 6995 | |
| n | 6358 | |
| e | 3816 | 6.3% |
| _ | 3800 | 6.2% |
| V | 3800 | 6.2% |
| s | 3800 | 6.2% |
| o | 3800 | 6.2% |
| R | 3179 | 5.2% |
| Other values (6) | 7632 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 49538 | |
| Uppercase Letter | 7616 | 12.5% |
| Connector Punctuation | 3800 | 6.2% |
Most frequent character per category
| Value | Count | Frequency (%) |
| i | 10779 | |
| t | 6995 | |
| r | 6995 | |
| n | 6358 | |
| e | 3816 | 7.7% |
| s | 3800 | 7.7% |
| o | 3800 | 7.7% |
| u | 3179 | 6.4% |
| g | 3179 | 6.4% |
| w | 621 | 1.3% |
| Value | Count | Frequency (%) |
| V | 3800 | |
| R | 3179 | |
| N | 621 | 8.2% |
| O | 16 | 0.2% |
| Value | Count | Frequency (%) |
| _ | 3800 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 57154 | |
| Common | 3800 | 6.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| i | 10779 | |
| t | 6995 | |
| r | 6995 | |
| n | 6358 | |
| e | 3816 | 6.7% |
| V | 3800 | 6.6% |
| s | 3800 | 6.6% |
| o | 3800 | 6.6% |
| R | 3179 | 5.6% |
| u | 3179 | 5.6% |
| Other values (5) | 4453 |
| Value | Count | Frequency (%) |
| _ | 3800 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 60954 |
Most frequent character per block
| Value | Count | Frequency (%) |
| i | 10779 | |
| t | 6995 | |
| r | 6995 | |
| n | 6358 | |
| e | 3816 | 6.3% |
| _ | 3800 | 6.2% |
| V | 3800 | 6.2% |
| s | 3800 | 6.2% |
| o | 3800 | 6.2% |
| R | 3179 | 5.2% |
| Other values (6) | 7632 |
Weekend
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 2874 | |
| True | 942 | 24.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 3816 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 1908 | |
| 1 | 1908 |
| Value | Count | Frequency (%) |
| 0 | 1908 | |
| 1 | 1908 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1908 | |
| 1 | 1908 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3816 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 1908 | |
| 1 | 1908 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3816 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 1908 | |
| 1 | 1908 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3816 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 1908 | |
| 1 | 1908 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| oid | Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 0.0 | 0 | 0.0 | 1 | 0.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | Feb | 1 | 1 | 1 | 1 | Returning_Visitor | False | 0 |
| 1 | 2 | 0 | 0.0 | 0 | 0.0 | 2 | 64.000000 | 0.000000 | 0.100000 | 0.0 | 0.0 | Feb | 2 | 2 | 1 | 2 | Returning_Visitor | False | 0 |
| 2 | 3 | 0 | -1.0 | 0 | -1.0 | 1 | -1.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | Feb | 4 | 1 | 9 | 3 | Returning_Visitor | False | 0 |
| 3 | 4 | 0 | 0.0 | 0 | 0.0 | 2 | 2.666667 | 0.050000 | 0.140000 | 0.0 | 0.0 | Feb | 3 | 2 | 2 | 4 | Returning_Visitor | False | 0 |
| 4 | 5 | 0 | 0.0 | 0 | 0.0 | 10 | 627.500000 | 0.020000 | 0.050000 | 0.0 | 0.0 | Feb | 3 | 3 | 1 | 4 | Returning_Visitor | True | 0 |
| 5 | 6 | 0 | 0.0 | 0 | 0.0 | 19 | 154.216667 | 0.015789 | 0.024561 | 0.0 | 0.0 | Feb | 2 | 2 | 1 | 3 | Returning_Visitor | False | 0 |
| 6 | 7 | 0 | -1.0 | 0 | -1.0 | 1 | -1.000000 | 0.200000 | 0.200000 | 0.0 | 0.4 | Feb | 2 | 4 | 3 | 3 | Returning_Visitor | False | 0 |
| 7 | 8 | 1 | -1.0 | 0 | -1.0 | 1 | -1.000000 | 0.200000 | 0.200000 | 0.0 | 0.0 | Feb | 1 | 2 | 1 | 5 | Returning_Visitor | True | 0 |
| 8 | 9 | 0 | 0.0 | 0 | 0.0 | 2 | 37.000000 | 0.000000 | 0.100000 | 0.0 | 0.8 | Feb | 2 | 2 | 2 | 3 | Returning_Visitor | False | 0 |
| 9 | 10 | 0 | 0.0 | 0 | 0.0 | 3 | 738.000000 | 0.000000 | 0.022222 | 0.0 | 0.4 | Feb | 2 | 4 | 1 | 2 | Returning_Visitor | False | 0 |
Last rows
| oid | Administrative | Administrative_Duration | Informational | Informational_Duration | ProductRelated | ProductRelated_Duration | BounceRates | ExitRates | PageValues | SpecialDay | Month | OperatingSystems | Browser | Region | TrafficType | VisitorType | Weekend | Revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3806 | 3807 | 0 | 0.000000 | 0 | 0.000000 | 36 | 872.833333 | 0.000000 | 0.007059 | 81.027296 | 0.0 | Nov | 2 | 4 | 1 | 8 | New_Visitor | False | 1 |
| 3807 | 3808 | 12 | 219.274359 | 4 | 857.166667 | 107 | 2640.135697 | 0.000000 | 0.015490 | 6.479206 | 0.0 | Nov | 1 | 2 | 1 | 2 | Returning_Visitor | True | 1 |
| 3808 | 3809 | 0 | 0.000000 | 0 | 0.000000 | 24 | 1010.250000 | 0.008333 | 0.016667 | 31.819677 | 0.0 | Dec | 3 | 2 | 8 | 2 | Returning_Visitor | False | 1 |
| 3809 | 3810 | 6 | 413.499612 | 0 | 0.000000 | 83 | 6072.032391 | 0.007059 | 0.024024 | 1.240071 | 0.0 | Nov | 3 | 2 | 8 | 1 | Returning_Visitor | True | 1 |
| 3810 | 3811 | 0 | 0.000000 | 0 | 0.000000 | 5 | 277.500000 | 0.000000 | 0.040000 | 42.030441 | 0.0 | Nov | 2 | 2 | 3 | 2 | Returning_Visitor | False | 1 |
| 3811 | 3812 | 6 | 133.466667 | 0 | 0.000000 | 44 | 2664.445833 | 0.002041 | 0.010884 | 97.860836 | 0.0 | Nov | 2 | 2 | 1 | 3 | Returning_Visitor | True | 1 |
| 3812 | 3813 | 7 | 139.575000 | 0 | 0.000000 | 30 | 986.500000 | 0.000000 | 0.011429 | 36.392861 | 0.0 | Dec | 2 | 10 | 1 | 2 | New_Visitor | False | 1 |
| 3813 | 3814 | 1 | 0.000000 | 2 | 211.250000 | 144 | 4627.489571 | 0.001361 | 0.020664 | 0.000000 | 0.0 | Nov | 2 | 2 | 1 | 2 | Returning_Visitor | False | 1 |
| 3814 | 3815 | 7 | 150.357143 | 1 | 9.000000 | 221 | 11431.001240 | 0.011149 | 0.021904 | 1.582473 | 0.0 | Nov | 2 | 5 | 1 | 2 | Returning_Visitor | True | 1 |
| 3815 | 3816 | 3 | 16.000000 | 3 | 86.000000 | 15 | 2773.500000 | 0.000000 | 0.030000 | 78.811725 | 0.0 | Dec | 2 | 2 | 1 | 2 | Returning_Visitor | False | 1 |